# Object Detection on SKU-110K 1.0 (test)

Source: [Object Detection on SKU-110K 1.0 (test)](<https://www.sota2.com/research/sota/object-detection-on-sku-110k-1-0-test>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-02-26T05:22:59.426Z

Evaluation of Object Detection performance on the test split of the SKU-110K 1.0 dataset, reporting standard detection metrics such as AP, AP@75, and AR300.

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

| Scope | Recorded value |
| --- | --- |
| Task | Object Detection |
| Dataset (including any stated split) | SKU-110K 1.0 (test) |
| Metric | AP |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| Coverage | All results currently returned for this benchmark |

Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol.

## Metrics

- [AP](<https://www.sota2.com/research/sota/object-detection-on-sku-110k-1-0-test.md?metric=AP>): Higher is better; unit: PERCENT.

- [AP@75](<https://www.sota2.com/research/sota/object-detection-on-sku-110k-1-0-test.md?metric=AP%4075>): Higher is better; unit: PERCENT.

- [AR300](<https://www.sota2.com/research/sota/object-detection-on-sku-110k-1-0-test.md?metric=AR300>): Higher is better; unit: SCALAR.

- [PR@0.5](<https://www.sota2.com/research/sota/object-detection-on-sku-110k-1-0-test.md?metric=PR%400.5>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AP | Result date | Report paper |
| --- | --- | --- | --- |
| Our full approach | 0.492 | Not recorded | 68fa66a91e209131cea1171c |
| Base & EM-Merger | 0.482 | Not recorded | 68fa66a91e209131cea1171c |
| RetinaNet | 0.455 | Not recorded | 68fa66a91e209131cea1171c |
| Soft-IoU & NMS | 0.418 | Not recorded | 68fa66a91e209131cea1171c |
| Base & NMS | 0.413 | Not recorded | 68fa66a91e209131cea1171c |
| YOLO9000opt | 0.094 | Not recorded | 68fa66a91e209131cea1171c |
| Faster-RCNN | 0.045 | Not recorded | 68fa66a91e209131cea1171c |
| Monkey | 0 | Not recorded | 68fa66a91e209131cea1171c |

### Our full approach

AP: 0.492. Result ID: 698cfd628b517eb4331e342a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66a91e209131cea1171c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66a91e209131cea1171c.md>)

[Implementation](<https://www.sota2.com/www.github.com/eg4000/SKU110K_CVPR19>)

Recorded evaluation configuration: {"overlap resolution":"EM-Merger","Soft-IoU layer":true}. This record does not assert independent reproduction.

### Base & EM-Merger

AP: 0.482. Result ID: 698cfd628b517eb4331e3429.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66a91e209131cea1171c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66a91e209131cea1171c.md>)

[Implementation](<https://www.sota2.com/www.github.com/eg4000/SKU110K_CVPR19>)

Recorded evaluation configuration: {"overlap resolution":"EM-Merger","Soft-IoU layer":false}. This record does not assert independent reproduction.

### RetinaNet

AP: 0.455. Result ID: 698cfd628b517eb4331e3426.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66a91e209131cea1171c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa640c1e209131cea02556.md>)

[Implementation](<https://github.com/facebookresearch/Detectron>)

Recorded evaluation configuration: {"implementation":"original"}. This record does not assert independent reproduction.

### Soft-IoU & NMS

AP: 0.418. Result ID: 698cfd628b517eb4331e3428.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66a91e209131cea1171c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66a91e209131cea1171c.md>)

[Implementation](<https://www.sota2.com/www.github.com/eg4000/SKU110K_CVPR19>)

Recorded evaluation configuration: {"overlap resolution":"NMS","Soft-IoU layer":true,"EM-Merger":false}. This record does not assert independent reproduction.

### Base & NMS

AP: 0.413. Result ID: 698cfd628b517eb4331e3427.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66a91e209131cea1171c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66a91e209131cea1171c.md>)

[Implementation](<https://www.sota2.com/www.github.com/eg4000/SKU110K_CVPR19>)

Recorded evaluation configuration: {"overlap resolution":"NMS","Soft-IoU layer":false,"EM-Merger":false}. This record does not assert independent reproduction.

### YOLO9000opt

AP: 0.094. Result ID: 698cfd628b517eb4331e3425.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66a91e209131cea1171c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63081e209131ce9fc862.md>)

[Implementation](<http://pjreddie.com/yolo9000/>)

Recorded evaluation configuration: {"loss function":"optimized","max boxes per image":300}. This record does not assert independent reproduction.

### Faster-RCNN

AP: 0.045. Result ID: 698cfd628b517eb4331e3424.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66a91e209131cea1171c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62451e209131ce9f8655.md>)

[Implementation](<https://github.com/shaoqingren/faster_rcnn>)

Recorded evaluation configuration: {"implementation":"original"}. This record does not assert independent reproduction.

### Monkey

AP: 0. Result ID: 698cfd628b517eb4331e3423.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66a91e209131cea1171c.md>)

Recorded evaluation configuration: {"object number knowledge":"known (K')"}. This record does not assert independent reproduction.

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